{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Implementation of Salisman's Don't Overfit submission"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From [Kaggle](http://www.kaggle.com/c/overfitting)\n",
    ">In order to achieve this we have created a simulated data set with 200 variables and 20,000 cases. An ‘equation’ based on this data was created in order to generate a Target to be predicted. Given the all 20,000 cases, the problem is very easy to solve – but you only get given the Target value of 250 cases – the task is to build a model that gives the best predictions on the remaining 19,750 cases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import gzip\n",
    "import requests\n",
    "import zipfile\n",
    "\n",
    "url = \"https://dl.dropbox.com/s/lnly9gw8pb1xhir/overfitting.zip\"\n",
    "\n",
    "\n",
    "results = requests.get(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import StringIO\n",
    "z = zipfile.ZipFile(StringIO.StringIO(results.content))\n",
    "# z.extractall()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "z.extractall()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['overfitting.csv']"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "z.namelist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'case_id,train,Target_Practice,Target_Leaderboard,Target_Evaluate,var_1,var_2,var_3,var_4,var_5,var_6,var_7,var_8,var_9,var_10,var_11,var_12,var_13,var_14,var_15,var_16,var_17,var_18,var_19,var_20,var_21,var_22,var_23,var_24,var_25,var_26,var_27,var_28,var_29,var_30,var_31,var_32,var_33,var_34,var_35,var_36,var_37,var_38,var_39,var_40,var_41,var_42,var_43,var_44,var_45,var_46,var_47,var_48,var_49,var_50,var_51,var_52,var_53,var_54,var_55,var_56,var_57,var_58,var_59,var_60,var_61,var_62,var_63,var_64,var_65,var_66,var_67,var_68,var_69,var_70,var_71,var_72,var_73,var_74,var_75,var_76,var_77,var_78,var_79,var_80,var_81,var_82,var_83,var_84,var_85,var_86,var_87,var_88,var_89,var_90,var_91,var_92,var_93,var_94,var_95,var_96,var_97,var_98,var_99,var_100,var_101,var_102,var_103,var_104,var_105,var_106,var_107,var_108,var_109,var_110,var_111,var_112,var_113,var_114,var_115,var_116,var_117,var_118,var_119,var_120,var_121,var_122,var_123,var_124,var_125,var_126,var_127,var_128,var_129,var_130,var_131,var_132,var_133,var_134,var_135,var_136,var_137,var_138,var_139,var_140,var_141,var_142,var_143,var_144,var_145,var_146,var_147,var_148,var_149,var_150,var_151,var_152,var_153,var_154,var_155,var_156,var_157,var_158,var_159,var_160,var_161,var_162,var_163,var_164,var_165,var_166,var_167,var_168,var_169,var_170,var_171,var_172,var_173,var_174,var_175,var_176,var_177,var_178,var_179,var_180,var_181,var_182,var_183,var_184,var_185,var_186,var_187,var_188,var_189,var_190,var_191,var_192,var_193,var_194,var_195,var_196,var_197,var_198,var_199,var_200\\r\\n'"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d = z.open('overfitting.csv')\n",
    "d.readline()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "M = np.fromstring(d.read(), sep=\",\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "23919756"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(d.read())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "np.fromstring?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data = np.loadtxt(\"overfitting.csv\", delimiter=\",\", skiprows=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "There are also 5 other fields,\n",
      "\n",
      "case_id - 1 to 20,000, a unique identifier for each row\n",
      "\n",
      "train - 1/0, this is a flag for the first 250 rows which are the training dataset\n",
      "\n",
      "Target_Practice - we have provided all 20,000 Targets for this model, so you can develop your method completely off line.\n",
      "\n",
      "Target_Leaderboard - only 250 Targets are provided. You submit your predictions for the remaining 19,750 to the Kaggle leaderboard. \n",
      "\n",
      "Target_Evaluate - again only 250 Targets are provided. Those competitors who beat the 'benchmark' on the Leaderboard will be asked to make one further submission for the Evaluation model.\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(20000L, 205L)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print \"\"\"\n",
    "There are also 5 other fields,\n",
    "\n",
    "case_id - 1 to 20,000, a unique identifier for each row\n",
    "\n",
    "train - 1/0, this is a flag for the first 250 rows which are the training dataset\n",
    "\n",
    "Target_Practice - we have provided all 20,000 Targets for this model, so you can develop your method completely off line.\n",
    "\n",
    "Target_Leaderboard - only 250 Targets are provided. You submit your predictions for the remaining 19,750 to the Kaggle leaderboard. \n",
    "\n",
    "Target_Evaluate - again only 250 Targets are provided. Those competitors who beat the 'benchmark' on the Leaderboard will be asked to make one further submission for the Evaluation model.\n",
    "\n",
    "\"\"\"\n",
    "\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "training: (250L, 200L) (250L,)\n",
      "testing:  (19750L, 200L) (19750L,)\n"
     ]
    }
   ],
   "source": [
    "ix_training = data[:, 1] == 1\n",
    "ix_testing = data[:, 1] == 0\n",
    "\n",
    "training_data = data[ix_training, 5:]\n",
    "testing_data = data[ix_testing, 5:]\n",
    "\n",
    "training_labels = data[ix_training, 2]\n",
    "testing_labels = data[ix_testing, 2]\n",
    "\n",
    "print \"training:\", training_data.shape, training_labels.shape\n",
    "print \"testing: \", testing_data.shape, testing_labels.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Develop Tim's model\n",
    "\n",
    "He mentions that the X variables are from a Uniform distribution. Let's investigate this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "figsize(12, 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "50000\n"
     ]
    },
    {
     "data": {
      "image/png": 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LmJAL2InyDAAAAFhEeYbjMasGE3IBE3IBE3IBO1GeAQAAAIsoz3A8ZtVgQi5gQi5gQi5g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\nwKL/D71Max2EVz3vAAAAAElFTkSuQmCC\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(training_data.flatten())\n",
    "print training_data.shape[0] * training_data.shape[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "looks pretty right"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pymc as pm\n",
    "\n",
    "to_include = pm.Bernoulli(\"to_include\", 0.5, size=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "coef = pm.Uniform(\"coefs\", 0, 1, size=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "@pm.deterministic\n",
    "def Z(coef=coef, to_include=to_include, data=training_data):\n",
    "    ym = np.dot(to_include * training_data, coef)\n",
    "    return ym - ym.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "@pm.deterministic\n",
    "def T(z=Z):\n",
    "    return 0.45 * (np.sign(z) + 1.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: Stochastic to_include's value is neither numerical nor array with floating-point dtype. Recommend fitting method fmin (default).\n"
     ]
    }
   ],
   "source": [
    "obs = pm.Bernoulli(\"obs\", T, value=training_labels, observed=True)\n",
    "\n",
    "model = pm.Model([to_include, coef, Z, T, obs])\n",
    "map_ = pm.MAP(model)\n",
    "map_.fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "mcmc = pm.MCMC(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[****************100%******************]  100000 of 100000 complete\n"
     ]
    }
   ],
   "source": [
    "mcmc.sample(100000, 90000, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.73999999999999999"
      ]
     },
     "execution_count": 177,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(np.round(T.value) == training_labels).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.72399999999999998"
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_trace = mcmc.trace(\"T\")[:]\n",
    "(np.round(t_trace[-500:-400, :]).mean(axis=0) == training_labels).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "t_mean = np.round(t_trace).mean(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar instance at 0x0000000013270208>"
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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KqVurtSa/PqkWjWpVfn12AF/vibdN1/Lbd6pNccXy269SQrmTiNz2LZpRboDa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\nKoM1J5YaGxtVXV2tubk5LS0taW5uTtu3b9f3v/99Pfjgg5KkBx98UC+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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(t_trace[-10000:, :], aspect=\"auto\")\n",
    "colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x19ce2780>"
      ]
     },
     "execution_count": 181,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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XaYIF79mRC/mc8GsJpMMv5dzIF68kVkSwTa8SMWQHKMbfxhn4npXPFeFVhNCa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7M/xQ5aBZLnFdHaGCuyQ8WBuOQvg3MmPy8WRp95WgvJ0afEWXuFE5fV2XBgogIDj2NAgsmp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xGxExhIpaptCLMlSBBedXGc3ngzuM6mqfuwTf1KEWIhjxrAxRionJyaZMradYhVd0EfCV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\ncBkEQRAEQRAEQRAEQRAEwbTjfwF7q3fz2qxTFwAAAABJRU5ErkJggg==\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(23, 8)\n",
    "coef_trace = mcmc.trace(\"coefs\")[:]\n",
    "imshow(coef_trace[-10000:, :], aspect=\"auto\", cmap=pyplot.cm.RdBu, interpolation=\"none\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "include_trace = mcmc.trace(\"to_include\")[:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x18d8ef60>"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ad97Ro0fnfXz37t2xe/fuix6//vrr4/HHH190uBqONQF9VkMVBPqphvoH9FcNNRBg1lB3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\nwMsxXAIAAAAAL8dwCQAAAAC8nD9FAWBsJd2iIQAAAABJRU5ErkJggg==\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(23, 8)\n",
    "imshow(include_trace[-10000:, :], aspect=\"auto\", interpolation=\"none\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
